AT0M vs Xora
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
AT0M compared with Xora
| Detail | A
AT0M | 
Xora |
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| What it does | A private System One Decision AI that runs locally
| Cloud FFmpeg API for processing media via REST endpoints
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| Stage | MVP
| Startup
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| Founded | Not given
| 2025
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| Based in | Not given
| Not given
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| Pricing model | Not given
| Not given
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| Pricing | Not given
| Free: 25 credits/month (250 MB max input, 2 concurrent jobs); Build: $15/month (400 credits/month, 2 GB max input, 10 concurrent jobs); Scale: $49/month (1,500 credits/month, 6 GB max input, 50 concurrent jobs). 1 credit = 1 minute of machine time; 10 credits per GB of output.
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| Key features | - Non-autoregressive with no free text generation
- Multi-question call support in a single forward pass
- Bounded output within supplied candidate set
- Calibrated probabilities without temperature fitting
- Local inference as a Rust binary executable
- Deterministic inference with reproducible results
- Support for choice, score, and yes-no decision types
- CPU, Apple Metal, and CUDA hardware support
- Trainable on your own decisions locally
| - Raw FFmpeg arguments via REST API
- Deterministic job state tracking
- Outputs to Cloudflare R2 or managed storage
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| What makes it different | - Bounded output structurally prevents off-list answers, unlike generative models
- Calibration by construction without temperature fitting enables direct threshold-based automation
- Local executable keeps inference in your perimeter with no per-decision API dependency
- Cost structure based on electricity, not output tokens
- Deterministic inference with identical results across repeated requests
| - No servers or containers to manage; runs in isolated workers with real CPU cores
- Credits charged by machine time, not video length
- Same REST API works for AI agents and human developers
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 22 ▼ −2 (down) since last check | 1 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 0 | 3 |
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| Citation Flow (Majestic) | 3 | 21 |
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| Referring domains (Majestic) | 1 | 10 |
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4 details filled in for both companies.
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